Executive summary
Band capped at Weak: the weakest category (Testing, 0%) reads Critical — the cover never out-promises the category table.
This system holds a moderate overall health score of 55%, indicating a workable asset that carries significant operational risk. While the code itself is clean and the architecture is sound, the system lacks the safeguards necessary for reliable, secure daily operation. For the business, this means the system is functional but fragile, requiring immediate attention to prevent costly outages or security incidents.
The value tied up in this system is relatively small, comprising approximately 3,352 lines of production code with a rebuild cost of roughly €3,300. This low barrier to entry suggests that while the asset is not a massive legacy burden, its current state is inefficient. The absence of automated tests and documentation maturity means that any changes carry a high risk of introducing defects, potentially negating the low rebuild cost through prolonged debugging and instability.
The primary risk lies in operational readiness. With a readiness score of 41%, the system is not sufficiently tested or observable to guarantee stability under load or during updates. This gap exposes the business to unexpected downtime and increased support costs, as issues are likely to be discovered only after deployment rather than during development. The lack of automated testing further amplifies this risk, making regression prevention nearly impossible.
A secondary concern is security exposure. The current security posture scores 64%, which is insufficient for a production environment. Without automated security scanning integrated into the development pipeline, vulnerabilities can slip through to production, leading to potential data breaches or compliance violations. This is a critical gap that needs to be addressed to protect the business from external threats.
On the positive side, the code health is excellent at 100%, and the architecture is robust at 93%. This indicates that the underlying logic is well-structured and maintainable, providing a solid foundation for future improvements. The performance is also rated at 100%, ensuring that the system meets speed and efficiency requirements.
To maximize leverage, the first action should be to integrate automated security scanning into the continuous integration pipeline. This step is low-cost, high-impact, and will immediately reduce security exposure. Once this is in place, efforts can shift toward improving test coverage and documentation to enhance overall readiness and maturity.
Raise Readiness 41 → 70 (the Healthy floor) ⇒ headline 55 → ~64.
New since the last scan (5+)
Rebuild cost & value ~ Modeled — €1,100–€5,600
| Cost to rebuild | €1,100–€5,600 |
|---|---|
| Domain complexity | Standard |
| Quality factor | 0.8× (at 55% quality) |
| Size & shape | Small · effort split not classified (source measured from disk; the effort-tier breakdown is a C#-only syntax walk) |
This codebase represents roughly ~0.1 person-years of build effort (about ~€3,300 to rebuild). Its weakest lens is Readiness at 41% — the part of that asset most exposed by the findings below.
Top priorities
Diagnosis — what's actually going on
Architecture — module dependency graph
Architecture — module dependency matrix
| depends on → | 1 (global) | 2 com.skydoves.chatgpt.benchmark | 3 com.skydoves.chatgpt.core.data.chat | 4 com.skydoves.chatgpt.core.data.coroutines | 5 com.skydoves.chatgpt.core.designsystem.component | 6 com.skydoves.chatgpt.core.designsystem.composition | 7 com.skydoves.chatgpt.core.designsystem.theme | 8 com.skydoves.chatgpt.core.model | 9 com.skydoves.chatgpt.core.network | 10 com.skydoves.chatgpt.core.preferences | 11 com.skydoves.chatgpt.core.preferences.Preferences | 12 com.skydoves.chatgpt.feature.chat.reactions | 13 com.skydoves.chatgpt.feature.chat.theme | 14 com.skydoves.chatgpt.feature.chat.worker.ChatGPTMessageWorker | 15 com.skydoves.chatgpt.initializer | 16 com.skydoves.chatgpt.core.model.network | 17 com.skydoves.chatgpt.core.navigation.ComposeNavigationCommand | 18 com.skydoves.chatgpt.core.network.ChatGPTDispatchers | 19 com.skydoves.chatgpt.core.preferences.delegate | 20 com.skydoves.chatgpt.core.preferences.di | 21 com.skydoves.chatgpt.feature.chat.initializer | 22 com.skydoves.chatgpt.core.navigation | 23 com.skydoves.chatgpt.core.network.service | 24 com.skydoves.chatgpt | 25 com.skydoves.chatgpt.core.data.repository | 26 com.skydoves.chatgpt.core.navigation.ChatGPTScreens | 27 com.skydoves.chatgpt.core.navigation.NavigationCommand | 28 com.skydoves.chatgpt.core.network.di | 29 com.skydoves.chatgpt.feature.login | 30 com.skydoves.chatgpt.navigation | 31 com.skydoves.chatgpt.ui | 32 com.skydoves.chatgpt.core.data.di | 33 com.skydoves.chatgpt.feature.chat.channels | 34 com.skydoves.chatgpt.feature.chat.messages | 35 com.skydoves.chatgpt.feature.chat.worker | 36 com.skydoves.chatgpt.feature.chat.channels.GPTChannelEvent | 37 com.skydoves.chatgpt.feature.chat.channels.GPTChannelUiState | 38 com.skydoves.chatgpt.feature.chat.di | 39 com.skydoves.chatgpt.feature.chat.di.ChatEntryPoint |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 (global) | |||||||||||||||||||||||||||||||||||||||
| 2 com.skydoves.chatgpt.benchmark | |||||||||||||||||||||||||||||||||||||||
| 3 com.skydoves.chatgpt.core.data.chat | |||||||||||||||||||||||||||||||||||||||
| 4 com.skydoves.chatgpt.core.data.coroutines | |||||||||||||||||||||||||||||||||||||||
| 5 com.skydoves.chatgpt.core.designsystem.component | |||||||||||||||||||||||||||||||||||||||
| 6 com.skydoves.chatgpt.core.designsystem.composition | |||||||||||||||||||||||||||||||||||||||
| 7 com.skydoves.chatgpt.core.designsystem.theme | |||||||||||||||||||||||||||||||||||||||
| 8 com.skydoves.chatgpt.core.model | |||||||||||||||||||||||||||||||||||||||
| 9 com.skydoves.chatgpt.core.network | |||||||||||||||||||||||||||||||||||||||
| 10 com.skydoves.chatgpt.core.preferences | |||||||||||||||||||||||||||||||||||||||
| 11 com.skydoves.chatgpt.core.preferences.Preferences | |||||||||||||||||||||||||||||||||||||||
| 12 com.skydoves.chatgpt.feature.chat.reactions | |||||||||||||||||||||||||||||||||||||||
| 13 com.skydoves.chatgpt.feature.chat.theme | |||||||||||||||||||||||||||||||||||||||
| 14 com.skydoves.chatgpt.feature.chat.worker.ChatGPTMessageWorker | |||||||||||||||||||||||||||||||||||||||
| 15 com.skydoves.chatgpt.initializer | |||||||||||||||||||||||||||||||||||||||
| 16 com.skydoves.chatgpt.core.model.network | 3 | ||||||||||||||||||||||||||||||||||||||
| 17 com.skydoves.chatgpt.core.navigation.ComposeNavigationCommand | 3 | ||||||||||||||||||||||||||||||||||||||
| 18 com.skydoves.chatgpt.core.network.ChatGPTDispatchers | 1 | ||||||||||||||||||||||||||||||||||||||
| 19 com.skydoves.chatgpt.core.preferences.delegate | 2 | ||||||||||||||||||||||||||||||||||||||
| 20 com.skydoves.chatgpt.core.preferences.di | 1 | ||||||||||||||||||||||||||||||||||||||
| 21 com.skydoves.chatgpt.feature.chat.initializer | 1 | ||||||||||||||||||||||||||||||||||||||
| 22 com.skydoves.chatgpt.core.navigation | 1 | ||||||||||||||||||||||||||||||||||||||
| 23 com.skydoves.chatgpt.core.network.service | 2 | ||||||||||||||||||||||||||||||||||||||
| 24 com.skydoves.chatgpt | 1 | ||||||||||||||||||||||||||||||||||||||
| 25 com.skydoves.chatgpt.core.data.repository | 1 | 4 | 1 | ||||||||||||||||||||||||||||||||||||
| 26 com.skydoves.chatgpt.core.navigation.ChatGPTScreens | 3 | ||||||||||||||||||||||||||||||||||||||
| 27 com.skydoves.chatgpt.core.navigation.NavigationCommand | 1 | ||||||||||||||||||||||||||||||||||||||
| 28 com.skydoves.chatgpt.core.network.di | 1 | ||||||||||||||||||||||||||||||||||||||
| 29 com.skydoves.chatgpt.feature.login | 1 | ||||||||||||||||||||||||||||||||||||||
| 30 com.skydoves.chatgpt.navigation | 2 | ||||||||||||||||||||||||||||||||||||||
| 31 com.skydoves.chatgpt.ui | 1 | ||||||||||||||||||||||||||||||||||||||
| 32 com.skydoves.chatgpt.core.data.di | 4 | ||||||||||||||||||||||||||||||||||||||
| 33 com.skydoves.chatgpt.feature.chat.channels | 1 | 1 | |||||||||||||||||||||||||||||||||||||
| 34 com.skydoves.chatgpt.feature.chat.messages | 1 | 1 | |||||||||||||||||||||||||||||||||||||
| 35 com.skydoves.chatgpt.feature.chat.worker | 1 | ||||||||||||||||||||||||||||||||||||||
| 36 com.skydoves.chatgpt.feature.chat.channels.GPTChannelEvent | 1 | ||||||||||||||||||||||||||||||||||||||
| 37 com.skydoves.chatgpt.feature.chat.channels.GPTChannelUiState | 4 | ||||||||||||||||||||||||||||||||||||||
| 38 com.skydoves.chatgpt.feature.chat.di | 1 | 1 | |||||||||||||||||||||||||||||||||||||
| 39 com.skydoves.chatgpt.feature.chat.di.ChatEntryPoint | 1 |
16→8 com.skydoves.chatgpt.core.model.network depends on com.skydoves.chatgpt.core.model✕
- Type pairs
- 3 distinct (type in com.skydoves.chatgpt.core.model.network → type in com.skydoves.chatgpt.core.model) references.
- Which types
com.skydoves.chatgpt.core.model.network.GPTChatRequest→com.skydoves.chatgpt.core.model.GPTMessagecom.skydoves.chatgpt.core.model.network.GPTChatResponse→com.skydoves.chatgpt.core.model.GPTChoicecom.skydoves.chatgpt.core.model.network.GPTChatResponse→com.skydoves.chatgpt.core.model.GPTUsage
- Direction
- com.skydoves.chatgpt.core.model.network uses com.skydoves.chatgpt.core.model. Changing com.skydoves.chatgpt.core.model can break com.skydoves.chatgpt.core.model.network, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
17→22 com.skydoves.chatgpt.core.navigation.ComposeNavigationCommand depends on com.skydoves.chatgpt.core.navigation cycle✕
- Type pairs
- 3 distinct (type in com.skydoves.chatgpt.core.navigation.ComposeNavigationCommand → type in com.skydoves.chatgpt.core.navigation) references.
- Which types
com.skydoves.chatgpt.core.navigation.ComposeNavigationCommand.NavigateToRoute→com.skydoves.chatgpt.core.navigation.ComposeNavigationCommandcom.skydoves.chatgpt.core.navigation.ComposeNavigationCommand.NavigateUpWithResult→com.skydoves.chatgpt.core.navigation.ComposeNavigationCommandcom.skydoves.chatgpt.core.navigation.ComposeNavigationCommand.PopUpToRoute→com.skydoves.chatgpt.core.navigation.ComposeNavigationCommand
- Direction
- com.skydoves.chatgpt.core.navigation.ComposeNavigationCommand uses com.skydoves.chatgpt.core.navigation. Changing com.skydoves.chatgpt.core.navigation can break com.skydoves.chatgpt.core.navigation.ComposeNavigationCommand, not the reverse.
- Position
- Above the diagonal — a cycle. Neither module can be changed, tested or deployed independently until one of these dependencies goes.
18→9 com.skydoves.chatgpt.core.network.ChatGPTDispatchers depends on com.skydoves.chatgpt.core.network✕
- Type pairs
- 1 distinct (type in com.skydoves.chatgpt.core.network.ChatGPTDispatchers → type in com.skydoves.chatgpt.core.network) reference.
- Which types
com.skydoves.chatgpt.core.network.ChatGPTDispatchers.IO→com.skydoves.chatgpt.core.network.ChatGPTDispatchers
- Direction
- com.skydoves.chatgpt.core.network.ChatGPTDispatchers uses com.skydoves.chatgpt.core.network. Changing com.skydoves.chatgpt.core.network can break com.skydoves.chatgpt.core.network.ChatGPTDispatchers, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
19→10 com.skydoves.chatgpt.core.preferences.delegate depends on com.skydoves.chatgpt.core.preferences✕
- Type pairs
- 2 distinct (type in com.skydoves.chatgpt.core.preferences.delegate → type in com.skydoves.chatgpt.core.preferences) references.
- Which types
com.skydoves.chatgpt.core.preferences.delegate.BooleanPreferenceDelegate→com.skydoves.chatgpt.core.preferences.Preferencescom.skydoves.chatgpt.core.preferences.delegate.StringPreferenceDelegate→com.skydoves.chatgpt.core.preferences.Preferences
- Direction
- com.skydoves.chatgpt.core.preferences.delegate uses com.skydoves.chatgpt.core.preferences. Changing com.skydoves.chatgpt.core.preferences can break com.skydoves.chatgpt.core.preferences.delegate, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
20→10 com.skydoves.chatgpt.core.preferences.di depends on com.skydoves.chatgpt.core.preferences✕
- Type pairs
- 1 distinct (type in com.skydoves.chatgpt.core.preferences.di → type in com.skydoves.chatgpt.core.preferences) reference.
- Which types
com.skydoves.chatgpt.core.preferences.di.PreferencesModule→com.skydoves.chatgpt.core.preferences.Preferences
- Direction
- com.skydoves.chatgpt.core.preferences.di uses com.skydoves.chatgpt.core.preferences. Changing com.skydoves.chatgpt.core.preferences can break com.skydoves.chatgpt.core.preferences.di, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
21→10 com.skydoves.chatgpt.feature.chat.initializer depends on com.skydoves.chatgpt.core.preferences✕
- Type pairs
- 1 distinct (type in com.skydoves.chatgpt.feature.chat.initializer → type in com.skydoves.chatgpt.core.preferences) reference.
- Which types
com.skydoves.chatgpt.feature.chat.initializer.StreamChatInitializer→com.skydoves.chatgpt.core.preferences.Preferences
- Direction
- com.skydoves.chatgpt.feature.chat.initializer uses com.skydoves.chatgpt.core.preferences. Changing com.skydoves.chatgpt.core.preferences can break com.skydoves.chatgpt.feature.chat.initializer, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
22→17 com.skydoves.chatgpt.core.navigation depends on com.skydoves.chatgpt.core.navigation.ComposeNavigationCommand✕
- Type pairs
- 1 distinct (type in com.skydoves.chatgpt.core.navigation → type in com.skydoves.chatgpt.core.navigation.ComposeNavigationCommand) reference.
- Which types
com.skydoves.chatgpt.core.navigation.AppComposeNavigator→com.skydoves.chatgpt.core.navigation.ComposeNavigationCommand.NavigateUpWithResult
- Direction
- com.skydoves.chatgpt.core.navigation uses com.skydoves.chatgpt.core.navigation.ComposeNavigationCommand. Changing com.skydoves.chatgpt.core.navigation.ComposeNavigationCommand can break com.skydoves.chatgpt.core.navigation, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
23→16 com.skydoves.chatgpt.core.network.service depends on com.skydoves.chatgpt.core.model.network✕
- Type pairs
- 2 distinct (type in com.skydoves.chatgpt.core.network.service → type in com.skydoves.chatgpt.core.model.network) references.
- Which types
com.skydoves.chatgpt.core.network.service.ChatGPTService→com.skydoves.chatgpt.core.model.network.GPTChatRequestcom.skydoves.chatgpt.core.network.service.ChatGPTService→com.skydoves.chatgpt.core.model.network.GPTChatResponse
- Direction
- com.skydoves.chatgpt.core.network.service uses com.skydoves.chatgpt.core.model.network. Changing com.skydoves.chatgpt.core.model.network can break com.skydoves.chatgpt.core.network.service, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
24→22 com.skydoves.chatgpt depends on com.skydoves.chatgpt.core.navigation✕
- Type pairs
- 1 distinct (type in com.skydoves.chatgpt → type in com.skydoves.chatgpt.core.navigation) reference.
- Which types
com.skydoves.chatgpt.MainActivity→com.skydoves.chatgpt.core.navigation.AppComposeNavigator
- Direction
- com.skydoves.chatgpt uses com.skydoves.chatgpt.core.navigation. Changing com.skydoves.chatgpt.core.navigation can break com.skydoves.chatgpt, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
25→10 com.skydoves.chatgpt.core.data.repository depends on com.skydoves.chatgpt.core.preferences✕
- Type pairs
- 1 distinct (type in com.skydoves.chatgpt.core.data.repository → type in com.skydoves.chatgpt.core.preferences) reference.
- Which types
com.skydoves.chatgpt.core.data.repository.GPTChannelRepositoryImpl→com.skydoves.chatgpt.core.preferences.Preferences
- Direction
- com.skydoves.chatgpt.core.data.repository uses com.skydoves.chatgpt.core.preferences. Changing com.skydoves.chatgpt.core.preferences can break com.skydoves.chatgpt.core.data.repository, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
25→16 com.skydoves.chatgpt.core.data.repository depends on com.skydoves.chatgpt.core.model.network✕
- Type pairs
- 4 distinct (type in com.skydoves.chatgpt.core.data.repository → type in com.skydoves.chatgpt.core.model.network) references.
- Which types
com.skydoves.chatgpt.core.data.repository.GPTMessageRepository→com.skydoves.chatgpt.core.model.network.GPTChatRequestcom.skydoves.chatgpt.core.data.repository.GPTMessageRepository→com.skydoves.chatgpt.core.model.network.GPTChatResponsecom.skydoves.chatgpt.core.data.repository.GPTMessageRepositoryImpl→com.skydoves.chatgpt.core.model.network.GPTChatRequestcom.skydoves.chatgpt.core.data.repository.GPTMessageRepositoryImpl→com.skydoves.chatgpt.core.model.network.GPTChatResponse
- Direction
- com.skydoves.chatgpt.core.data.repository uses com.skydoves.chatgpt.core.model.network. Changing com.skydoves.chatgpt.core.model.network can break com.skydoves.chatgpt.core.data.repository, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
25→23 com.skydoves.chatgpt.core.data.repository depends on com.skydoves.chatgpt.core.network.service✕
- Type pairs
- 1 distinct (type in com.skydoves.chatgpt.core.data.repository → type in com.skydoves.chatgpt.core.network.service) reference.
- Which types
com.skydoves.chatgpt.core.data.repository.GPTMessageRepositoryImpl→com.skydoves.chatgpt.core.network.service.ChatGPTService
- Direction
- com.skydoves.chatgpt.core.data.repository uses com.skydoves.chatgpt.core.network.service. Changing com.skydoves.chatgpt.core.network.service can break com.skydoves.chatgpt.core.data.repository, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
26→22 com.skydoves.chatgpt.core.navigation.ChatGPTScreens depends on com.skydoves.chatgpt.core.navigation✕
- Type pairs
- 3 distinct (type in com.skydoves.chatgpt.core.navigation.ChatGPTScreens → type in com.skydoves.chatgpt.core.navigation) references.
- Which types
com.skydoves.chatgpt.core.navigation.ChatGPTScreens.Channels→com.skydoves.chatgpt.core.navigation.ChatGPTScreenscom.skydoves.chatgpt.core.navigation.ChatGPTScreens.Login→com.skydoves.chatgpt.core.navigation.ChatGPTScreenscom.skydoves.chatgpt.core.navigation.ChatGPTScreens.Messages→com.skydoves.chatgpt.core.navigation.ChatGPTScreens
- Direction
- com.skydoves.chatgpt.core.navigation.ChatGPTScreens uses com.skydoves.chatgpt.core.navigation. Changing com.skydoves.chatgpt.core.navigation can break com.skydoves.chatgpt.core.navigation.ChatGPTScreens, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
27→22 com.skydoves.chatgpt.core.navigation.NavigationCommand depends on com.skydoves.chatgpt.core.navigation✕
- Type pairs
- 1 distinct (type in com.skydoves.chatgpt.core.navigation.NavigationCommand → type in com.skydoves.chatgpt.core.navigation) reference.
- Which types
com.skydoves.chatgpt.core.navigation.NavigationCommand.NavigateUp→com.skydoves.chatgpt.core.navigation.NavigationCommand
- Direction
- com.skydoves.chatgpt.core.navigation.NavigationCommand uses com.skydoves.chatgpt.core.navigation. Changing com.skydoves.chatgpt.core.navigation can break com.skydoves.chatgpt.core.navigation.NavigationCommand, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
28→23 com.skydoves.chatgpt.core.network.di depends on com.skydoves.chatgpt.core.network.service✕
- Type pairs
- 1 distinct (type in com.skydoves.chatgpt.core.network.di → type in com.skydoves.chatgpt.core.network.service) reference.
- Which types
com.skydoves.chatgpt.core.network.di.NetworkModule→com.skydoves.chatgpt.core.network.service.ChatGPTService
- Direction
- com.skydoves.chatgpt.core.network.di uses com.skydoves.chatgpt.core.network.service. Changing com.skydoves.chatgpt.core.network.service can break com.skydoves.chatgpt.core.network.di, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
29→22 com.skydoves.chatgpt.feature.login depends on com.skydoves.chatgpt.core.navigation✕
- Type pairs
- 1 distinct (type in com.skydoves.chatgpt.feature.login → type in com.skydoves.chatgpt.core.navigation) reference.
- Which types
com.skydoves.chatgpt.feature.login.ChatGPTLoginKt→com.skydoves.chatgpt.core.navigation.AppComposeNavigator
- Direction
- com.skydoves.chatgpt.feature.login uses com.skydoves.chatgpt.core.navigation. Changing com.skydoves.chatgpt.core.navigation can break com.skydoves.chatgpt.feature.login, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
30→22 com.skydoves.chatgpt.navigation depends on com.skydoves.chatgpt.core.navigation✕
- Type pairs
- 2 distinct (type in com.skydoves.chatgpt.navigation → type in com.skydoves.chatgpt.core.navigation) references.
- Which types
com.skydoves.chatgpt.navigation.ChatGPTNavHostKt→com.skydoves.chatgpt.core.navigation.AppComposeNavigatorcom.skydoves.chatgpt.navigation.ChatGPTNavigationKt→com.skydoves.chatgpt.core.navigation.AppComposeNavigator
- Direction
- com.skydoves.chatgpt.navigation uses com.skydoves.chatgpt.core.navigation. Changing com.skydoves.chatgpt.core.navigation can break com.skydoves.chatgpt.navigation, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
31→22 com.skydoves.chatgpt.ui depends on com.skydoves.chatgpt.core.navigation✕
- Type pairs
- 1 distinct (type in com.skydoves.chatgpt.ui → type in com.skydoves.chatgpt.core.navigation) reference.
- Which types
com.skydoves.chatgpt.ui.ChatGPTMainKt→com.skydoves.chatgpt.core.navigation.AppComposeNavigator
- Direction
- com.skydoves.chatgpt.ui uses com.skydoves.chatgpt.core.navigation. Changing com.skydoves.chatgpt.core.navigation can break com.skydoves.chatgpt.ui, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
32→25 com.skydoves.chatgpt.core.data.di depends on com.skydoves.chatgpt.core.data.repository✕
- Type pairs
- 4 distinct (type in com.skydoves.chatgpt.core.data.di → type in com.skydoves.chatgpt.core.data.repository) references.
- Which types
com.skydoves.chatgpt.core.data.di.DataModule→com.skydoves.chatgpt.core.data.repository.GPTChannelRepositorycom.skydoves.chatgpt.core.data.di.DataModule→com.skydoves.chatgpt.core.data.repository.GPTChannelRepositoryImplcom.skydoves.chatgpt.core.data.di.DataModule→com.skydoves.chatgpt.core.data.repository.GPTMessageRepositorycom.skydoves.chatgpt.core.data.di.DataModule→com.skydoves.chatgpt.core.data.repository.GPTMessageRepositoryImpl
- Direction
- com.skydoves.chatgpt.core.data.di uses com.skydoves.chatgpt.core.data.repository. Changing com.skydoves.chatgpt.core.data.repository can break com.skydoves.chatgpt.core.data.di, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
33→22 com.skydoves.chatgpt.feature.chat.channels depends on com.skydoves.chatgpt.core.navigation✕
- Type pairs
- 1 distinct (type in com.skydoves.chatgpt.feature.chat.channels → type in com.skydoves.chatgpt.core.navigation) reference.
- Which types
com.skydoves.chatgpt.feature.chat.channels.ChatGPTChannelsKt→com.skydoves.chatgpt.core.navigation.AppComposeNavigator
- Direction
- com.skydoves.chatgpt.feature.chat.channels uses com.skydoves.chatgpt.core.navigation. Changing com.skydoves.chatgpt.core.navigation can break com.skydoves.chatgpt.feature.chat.channels, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
33→25 com.skydoves.chatgpt.feature.chat.channels depends on com.skydoves.chatgpt.core.data.repository✕
- Type pairs
- 1 distinct (type in com.skydoves.chatgpt.feature.chat.channels → type in com.skydoves.chatgpt.core.data.repository) reference.
- Which types
com.skydoves.chatgpt.feature.chat.channels.ChatGPTChannelsViewModel→com.skydoves.chatgpt.core.data.repository.GPTChannelRepository
- Direction
- com.skydoves.chatgpt.feature.chat.channels uses com.skydoves.chatgpt.core.data.repository. Changing com.skydoves.chatgpt.core.data.repository can break com.skydoves.chatgpt.feature.chat.channels, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
34→22 com.skydoves.chatgpt.feature.chat.messages depends on com.skydoves.chatgpt.core.navigation✕
- Type pairs
- 1 distinct (type in com.skydoves.chatgpt.feature.chat.messages → type in com.skydoves.chatgpt.core.navigation) reference.
- Which types
com.skydoves.chatgpt.feature.chat.messages.ChatGPTMessagesKt→com.skydoves.chatgpt.core.navigation.AppComposeNavigator
- Direction
- com.skydoves.chatgpt.feature.chat.messages uses com.skydoves.chatgpt.core.navigation. Changing com.skydoves.chatgpt.core.navigation can break com.skydoves.chatgpt.feature.chat.messages, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
34→25 com.skydoves.chatgpt.feature.chat.messages depends on com.skydoves.chatgpt.core.data.repository✕
- Type pairs
- 1 distinct (type in com.skydoves.chatgpt.feature.chat.messages → type in com.skydoves.chatgpt.core.data.repository) reference.
- Which types
com.skydoves.chatgpt.feature.chat.messages.ChatGPTMessagesViewModel→com.skydoves.chatgpt.core.data.repository.GPTMessageRepository
- Direction
- com.skydoves.chatgpt.feature.chat.messages uses com.skydoves.chatgpt.core.data.repository. Changing com.skydoves.chatgpt.core.data.repository can break com.skydoves.chatgpt.feature.chat.messages, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
35→25 com.skydoves.chatgpt.feature.chat.worker depends on com.skydoves.chatgpt.core.data.repository✕
- Type pairs
- 1 distinct (type in com.skydoves.chatgpt.feature.chat.worker → type in com.skydoves.chatgpt.core.data.repository) reference.
- Which types
com.skydoves.chatgpt.feature.chat.worker.ChatGPTMessageWorker→com.skydoves.chatgpt.core.data.repository.GPTMessageRepository
- Direction
- com.skydoves.chatgpt.feature.chat.worker uses com.skydoves.chatgpt.core.data.repository. Changing com.skydoves.chatgpt.core.data.repository can break com.skydoves.chatgpt.feature.chat.worker, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
36→33 com.skydoves.chatgpt.feature.chat.channels.GPTChannelEvent depends on com.skydoves.chatgpt.feature.chat.channels✕
- Type pairs
- 1 distinct (type in com.skydoves.chatgpt.feature.chat.channels.GPTChannelEvent → type in com.skydoves.chatgpt.feature.chat.channels) reference.
- Which types
com.skydoves.chatgpt.feature.chat.channels.GPTChannelEvent.CreateChannel→com.skydoves.chatgpt.feature.chat.channels.GPTChannelEvent
- Direction
- com.skydoves.chatgpt.feature.chat.channels.GPTChannelEvent uses com.skydoves.chatgpt.feature.chat.channels. Changing com.skydoves.chatgpt.feature.chat.channels can break com.skydoves.chatgpt.feature.chat.channels.GPTChannelEvent, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
37→33 com.skydoves.chatgpt.feature.chat.channels.GPTChannelUiState depends on com.skydoves.chatgpt.feature.chat.channels✕
- Type pairs
- 4 distinct (type in com.skydoves.chatgpt.feature.chat.channels.GPTChannelUiState → type in com.skydoves.chatgpt.feature.chat.channels) references.
- Which types
com.skydoves.chatgpt.feature.chat.channels.GPTChannelUiState.Error→com.skydoves.chatgpt.feature.chat.channels.GPTChannelUiStatecom.skydoves.chatgpt.feature.chat.channels.GPTChannelUiState.Loading→com.skydoves.chatgpt.feature.chat.channels.GPTChannelUiStatecom.skydoves.chatgpt.feature.chat.channels.GPTChannelUiState.Nothing→com.skydoves.chatgpt.feature.chat.channels.GPTChannelUiStatecom.skydoves.chatgpt.feature.chat.channels.GPTChannelUiState.Success→com.skydoves.chatgpt.feature.chat.channels.GPTChannelUiState
- Direction
- com.skydoves.chatgpt.feature.chat.channels.GPTChannelUiState uses com.skydoves.chatgpt.feature.chat.channels. Changing com.skydoves.chatgpt.feature.chat.channels can break com.skydoves.chatgpt.feature.chat.channels.GPTChannelUiState, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
38→21 com.skydoves.chatgpt.feature.chat.di depends on com.skydoves.chatgpt.feature.chat.initializer✕
- Type pairs
- 1 distinct (type in com.skydoves.chatgpt.feature.chat.di → type in com.skydoves.chatgpt.feature.chat.initializer) reference.
- Which types
com.skydoves.chatgpt.feature.chat.di.ChatEntryPoint→com.skydoves.chatgpt.feature.chat.initializer.StreamChatInitializer
- Direction
- com.skydoves.chatgpt.feature.chat.di uses com.skydoves.chatgpt.feature.chat.initializer. Changing com.skydoves.chatgpt.feature.chat.initializer can break com.skydoves.chatgpt.feature.chat.di, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
38→35 com.skydoves.chatgpt.feature.chat.di depends on com.skydoves.chatgpt.feature.chat.worker✕
- Type pairs
- 1 distinct (type in com.skydoves.chatgpt.feature.chat.di → type in com.skydoves.chatgpt.feature.chat.worker) reference.
- Which types
com.skydoves.chatgpt.feature.chat.di.ChatEntryPoint→com.skydoves.chatgpt.feature.chat.worker.ChatGPTMessageWorker
- Direction
- com.skydoves.chatgpt.feature.chat.di uses com.skydoves.chatgpt.feature.chat.worker. Changing com.skydoves.chatgpt.feature.chat.worker can break com.skydoves.chatgpt.feature.chat.di, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
39→38 com.skydoves.chatgpt.feature.chat.di.ChatEntryPoint depends on com.skydoves.chatgpt.feature.chat.di✕
- Type pairs
- 1 distinct (type in com.skydoves.chatgpt.feature.chat.di.ChatEntryPoint → type in com.skydoves.chatgpt.feature.chat.di) reference.
- Which types
com.skydoves.chatgpt.feature.chat.di.ChatEntryPoint.Companion→com.skydoves.chatgpt.feature.chat.di.ChatEntryPoint
- Direction
- com.skydoves.chatgpt.feature.chat.di.ChatEntryPoint uses com.skydoves.chatgpt.feature.chat.di. Changing com.skydoves.chatgpt.feature.chat.di can break com.skydoves.chatgpt.feature.chat.di.ChatEntryPoint, not the reverse.
- Position
- Below the diagonal — points down the layering, which is what you want.
At a glance — Code Health
At a glance — Architecture
At a glance — Maturity
At a glance — Readiness
At a glance — Security
At a glance — Performance
Security & Compliance — OWASP Top-10 mapping
| OWASP category | Findings | Severity |
|---|---|---|
| A03:2021 — Injection | 12 | High / Critical |
| A02:2021 — Cryptographic Failures | 2 | High / Critical |
Roadmap
First, integrate automated security scanning into the CI pipeline to block regressions before they land. Next, address the single findings in code coverage and test distribution to ensure all new code is properly validated. Finally, maintain a release changelog for transparency and document key architectural decisions to preserve institutional knowledge.
| Do this | Helps | Effort | Dimension |
|---|---|---|---|
| Resolve the 1 No automated tests finding(s) in Code Coverage. | +12.0 pts | Low | Code Coverage |
| Resolve the 1 No tests found finding(s) in Test Distribution. | +12.0 pts | Low | Test Distribution |
| Add a SAST step to CI running what this repository's stack ships: spotbugs with find-sec-bugs — or `semgrep --config=auto`, which runs on any language — so a security regression fails the build instead of landing. | +12.9 pts | Medium | Security & performance tooling |
| Keep a changelog (e.g. Keep-a-Changelog) recording what shipped in each release. | +12.0 pts | Medium | Release Hygiene |
| Resolve the 1 No ADRs found finding(s) in ADR Quality. | +6.0 pts | Low | ADR Quality |
| Resolve the 1 Further orphaned files (smaller) finding(s) in Knowledge Freshness. | +4.8 pts | Low | Knowledge Freshness |
| Resolve the 1 Orphaned knowledge finding(s) in Knowledge Freshness — start with ChatGPTMessages.kt. | +4.8 pts | Low | Knowledge Freshness |
| Record significant decisions one document per decision — dated, stating the context, the decision and its consequences — and keep them together wherever your design docs already live (a conventional `docs/adr/` tree, with each file named `NNNN-title` in whatever markup those docs already use, is the most discoverable form). | +7.6 pts | Medium | Architecture documentation |
File quality
| File | Score | Band | Worst signal |
|---|---|---|---|
| REDACTED | 1.4 | Slop | Static Analysis (SAST): High: REDACTED |
| REDACTED | 4.8 | Mixed | Static Analysis (SAST): High: REDACTED |
| REDACTED | 7.2 | Mixed | Secrets (history): REDACTED: REDACTED |
| REDACTED | 7.2 | Mixed | Static Analysis (SAST): High: REDACTED |
| feature-chat/src/main/kotlin/com/skydoves/chatgpt/feature/chat/messages/ChatGPTMessages.kt | 8.5 | Near-clean | Code Duplication: Duplicated block (12 lines × 2) |
How the grades work
A definite problem that already costs you something and drags the score down: a missing authorisation check, a dependency with a known exploit, a build that does not reproduce. Failure here tends to cause failures elsewhere.
Likely wrong, but not failing yet. It degrades the codebase over a longer horizon and can cause failures elsewhere — not urgent this week, not something to carry for two years either.
Recorded, with no effect on how the codebase functions. Present so the survey is complete, not because it needs doing.
Something this survey could not settle from the outside, and which could be critical or serious. Either a control was required and no positive evidence of it exists in the repository — a backup job that nothing shows was ever restored from proves nothing about restores — or our own analysis could not run over that part of the tree. This is not a clean result. These are excluded from the score rather than awarded a pass, so the number on the cover neither rewards nor penalises them: if you act on this survey without resolving them, you carry that risk yourself. Each one is named under Limitations.
Methodology & how to trust this report
Watchdog is a deep, periodic assessment — run each sprint, monthly, or quarterly, taking the time to go wider and deeper than a quick check and surfacing in one coherent report what you'd otherwise piece together from a dozen separate tools. It scores deterministically: the same commit yields the same score, every run. 29 of 32 evaluated dimensions are computed purely by tools and static analysis (confidence 1.0); 3 documentation/naming judgement(s) are LLM-assisted and labelled advisory. Overall confidence is 0.9 — the weighted average across measured dimensions; it falls as more of the score leans on LLM-assisted judgement and rises when it's fully tool-backed.
What we checked — 32 dimensions across the health lenses
- Can you open the finding? Real findings cite a repo-relative file and line you can open at the cited line — never an absolute scratch path. Here, 15 of 34 do; the remainder are repo-wide signals — a dimension-level measurement, not a single line.
- Is there a tool behind the number? Every score below names the method that produced it — Roslyn, git, a scanner, or (for a handful of documentation/naming dimensions) an LLM labelled sampled · advisory — not a narrative.
- Does re-running give the same result? Run it again on the same commit and the score — and this report, byte for byte — is identical. A report whose numbers move between runs is describing the run, not the code.
Tools & methods
| Method | Backs | Version | Evaluator |
|---|---|---|---|
| Roslyn static analysis | Complexity, cohesion, coupling, dead code, API surface, layering | 5.3.0 | ✓ deterministic |
| Native secret scanner | Hardcoded secrets / credentials | 1.0.0 | ✓ deterministic |
| Watchdog duplication detector (in-process) | Code duplication | 1.0.0 | ✓ deterministic |
| Coverage (coverlet / dotnet-coverage) | Line & branch coverage | 10.0.400 | ✓ deterministic |
| NuGet / dotnet | Outdated, vulnerable & deprecated dependencies | 10.0.400 | ✓ deterministic |
| git / LibGit2Sharp | Churn hotspots, knowledge concentration, history | 2.43.0 · 0.31.0 | ✓ deterministic |
| gitleaks · semgrep · trivy | Secrets in history, SAST, CVEs, IaC & container, PII / GDPR | 1.86.0 · 0.69.3 | ✓ deterministic |
| LLM (sampled · advisory) | Documentation quality, ADR conformance, naming — sampled over a bounded sample; advisory, never a deterministic measurement | Local LLM | ◐ LLM · sampled · advisory |
Run transparency — what happened this run
- D12 Dependency Hygiene — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. Dependency Hygiene ran out of its 5-minute budget before it had finished, so what it reports here is a floor rather than a complete count. The rows above are real and stand; what is not known is how many more there are. This is a limit of the analysis run, not a finding about this repository.
- D16 Bus Factor — not measured this run — This is a true statement about the repository that carries nothing for its owner to act on, so it is reported here rather than as a defect in their code. Single-maintainer repository — bus factor is not applicable (7 contributor(s) across 529 commit(s) sampled, automation and bot accounts excluded). One of them holds 97% of the history; the other 6 hold 0.5% each on average, below the 5% at which there is somebody to hand the work to. That is a single maintainer with drive-by contributors, not a team whose knowledge has concentrated — so the bus factor is not applicable and there is nothing here for the owner to act on.
- D22 Internal API Consistency — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. D22 identifies the intentionally-exposed surface from `IsPackable` and `.Contracts` project names, MSBuild conventions read off the loaded project set. This target exposed no such projects, so the probe never ran; this says nothing about whether the repository has a public API. This repository commits no C#/VB source at all, so there was never an MSBuild project set to read these conventions off. That is OUR side and it is a COLLECTOR gap, not an environment fault: it declares a published package (core-data/build.gradle.kts), but no published-package marker D22 reads admitted any project here, so this ecosystem's public API has no collector, and the remedy is to write one — no change to the scan image can close it.
- D44 Platform End-of-Life — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This dimension reads a project's own statement about the platform it runs on: a TargetFramework in a .NET project file, a .nvmrc or .python-version, a capped requires-python, a Rust toolchain file or Cargo.toml rust-version, or a framework major pinned by a dependency constraint. This repository carries none of them, so nothing about its platform was established. That is a gap in this analyzer's coverage, NOT a finding that the platform is supported — a language whose runtime is declared elsewhere (go.mod, a Gemfile's ruby directive, a Dockerfile) is simply not read here yet.
- AX1 Captive dependencies — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- AX2 Stateful singletons — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- AX6 Interface segregation — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is computed over the public interfaces this run's compilations declare, and none was loaded, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- AXB1 Runtime evidence locked — no reproducible boot — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. The Runtime Evidence tier boots an app only via docker-compose, an Aspire AppHost, or a Dockerfile. None was found, so no live runtime a11y/egress/header evidence was collected. You can widen what we reach: add a docker-compose.yml (or an Aspire AppHost) that brings the app up with its dependencies. Watchdog then boots it in an isolated sandbox and gathers real runtime evidence — you change nothing in your pipeline (no CI step, no SDK).
- C1 Data Protection — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. These personal data controls are read from declarative annotations, request middleware, entity/column names and guard methods in a C# source model, and none was loaded on this run, so there was nothing to gather. That is a gap in this analyzer's language reach — not a finding that the repository lacks personal data controls.
- C2 Access Controls — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. These authorization controls are read from declarative annotations, request middleware, entity/column names and guard methods in a C# source model, and none was loaded on this run, so there was nothing to gather. That is a gap in this analyzer's language reach — not a finding that the repository lacks authorization controls.
- C3 Audit Trail — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. These audit controls are read from declarative annotations, request middleware, entity/column names and guard methods in a C# source model, and none was loaded on this run, so there was nothing to gather. That is a gap in this analyzer's language reach — not a finding that the repository lacks audit controls.
- C4 Data Retention — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. These retention controls are read from declarative annotations, request middleware, entity/column names and guard methods in a C# source model, and none was loaded on this run, so there was nothing to gather. That is a gap in this analyzer's language reach — not a finding that the repository lacks retention controls.
- C5 Data-Subject Rights — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. These data-subject rights controls are read from declarative annotations, request middleware, entity/column names and guard methods in a C# source model, and none was loaded on this run, so there was nothing to gather. That is a gap in this analyzer's language reach — not a finding that the repository lacks data-subject rights controls.
- ED5 Idempotency — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check finds retry-prone mutations by walking the repository's declared types, and NONE was loaded on this run, so it had nothing to look at. That is a limit of the analyzer's reach — it reads .NET projects — not a finding that this repository has no command handlers or message consumers.
- GD1 Unfinished & placeholder code — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- IC1 Incompleteness & stubs — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- P10 Library API & versioning — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check reads NuGet packaging and C# public API only, and no .NET project was loaded for this repository, so it had nothing of this repository's product to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- P5 DR & Backup — not measured this run — This is a true statement about the repository that carries nothing for its owner to act on, so it is reported here rather than as a defect in their code. No backup/snapshot/replication config, RTO/RPO or restore-procedure documentation was found — and no production persistence was detected either (no data-access packages, no data-store services, no database resources), so there is nothing in this repository whose loss a DR control would recover. If this system's data lives in a platform or ops repo we can't see, that's where the DR evidence belongs.
- PF1 Benchmark discipline — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- PF2 Allocation hygiene — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- S1 Web-Security Posture — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. These web-security controls are read from declarative annotations, request middleware, entity/column names and guard methods in a C# source model, and none was loaded on this run, so there was nothing to gather. That is a gap in this analyzer's language reach — not a finding that the repository lacks web-security controls.
- X1 Async correctness — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X10 Duplicated predicate — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X12 Unreachable branch — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X13 Undrained process stream — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X14 Bypassable address classification — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X15 Unvalidated length from an untrusted reader — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X16 Unfloored truncation loop — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X17 Uncapped recursion over a caller-supplied document — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X18 Disposal-pattern correctness — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X19 Unrestored process-global state — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X2 Cancellation propagation — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X20 Mistyped argument guard — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X21 Side-effecting pattern guard — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X22 Contradicted release guard — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X23 Unguarded diagnostic materialisation — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X24 Document value interpolated into markup unescaped — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X25 Inert configuration knob — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X26 Unsynchronised callback handoff — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X27 Collection changed while being enumerated — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X28 Index access outside its own emptiness guard — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X29 Per-element action decided by a fixed element — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X3 Exception handling — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X30 Support guard that admits what it rejects — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X32 Type resolved by simple name across every loaded assembly — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X4 Structured logging — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X5 Nullable reference types — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X6 Hand-rolled structured-format parsing — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
- X7 Silent fallback defaults — not measured this run — Watchdog could not measure this here. That is a gap on our side — a collector, parser or image we have not built yet — and it is neither a defect in this repository nor evidence that the check would have passed. This check is implemented over the C# syntax tree, and no C# was loaded on this run, so it had nothing to read. That is a gap in this analyzer's language reach — not a finding that the repository is free of what this check looks for.
Limitations & what we did not check
Watchdog assesses the repository exactly as committed, and only the repository. By design it does not reach outside the source tree: the live cloud account, the running CI/CD pipeline, the host's branch-protection and approval rules, the production configuration, or a restore actually exercised against a backup are all out of scope. That boundary is a feature, not a gap — a repo-relative, deterministic scan re-runs identically on any commit and every finding opens at a real file and line, where a live audit can neither be reproduced nor traced. The visible consequence is that controls which leave no in-repo evidence are reported as "not evidenced" and excluded from the score rather than awarded a number a static scan cannot justify.
Per-dimension blind spots
- D1 Cyclomatic Complexity: Cyclomatic complexity counts branches statically — it cannot tell an essential decision tree from accidental tangle, nor see complexity that lives in data or configuration (large switch-case token tables, DSL lexers/parsers, data-as-code rule tables) rather than control flow: a tokenizer's many single-character cases read as high complexity though each branch is trivial.
- D2 Cognitive Complexity: Cognitive-complexity heuristics approximate how hard code is to follow; genuine domain difficulty and well-named intent that eases reading are not captured.
- D3 God Classes: "God class" is sized by members and responsibilities visible in the type — a deliberately broad facade over a coherent subsystem can read the same as an accidental grab-bag. For front-end JS the file-length check is cohesion-aware (a single-responsibility module — one class/IIFE — earns a 3× threshold), but cohesion is approximated from top-level declarations, not true dependency structure.
- D4 Code Duplication: Duplication is token-similarity — an in-process token-stream comparison over sliding windows, with type-aware normalization — so it finds copy-paste, not semantic duplication expressed differently. Committed machine-written code (scaffolded migrations, designer/codegen output, protobuf/OpenAPI stubs, model snapshots) is EXCLUDED — its repetition is the tool's, not the team's — so the score reflects hand-written duplication only.
- D5 Coupling: Coupling is measured between projects/assemblies — runtime coupling through DI, reflection, messaging or shared databases is invisible to a static reference graph.
- D6 Cohesion (LCOM4): LCOM4 cohesion is syntactic — it infers connectivity from which methods touch which fields/methods by name, not from real runtime behaviour or intent.
- D8 Code Coverage: Coverage is measured by building and running the test suite inside Watchdog's isolated image — the target repo is never modified, and nothing on your systems runs. So coverage exists only when the suite builds and runs within the inline time budget; one that needs external services, can't build, or exceeds the budget yields no coverage (D8 then degrades to not-measured, not a low score). Line coverage also says nothing about assertion quality.
- D9 Test Distribution: The test-pyramid shape is inferred from project/folder naming and references, with a single test host bucketed per-file by its path tier and content signals — a suite that names tiers unconventionally and gives no per-file signal can still be mis-bucketed.
- D13 REDACTED Scanning: REDACTED detection is signature- and entropy-based on the current tree — a secret that does not match a known pattern, or one already rotated, will not be flagged (a clean scan is "nothing matched", not "no secrets exist").
- D14 License Compliance: License compatibility is checked against declared package metadata and a policy — mislabelled or missing license metadata, and obligations that depend on how you distribute, are not resolved here.
- D15 Churn × Complexity Hotspots: Churn hotspots come from git history — a freshly imported or squashed repository has no churn signal, and recent rewrites can mask a historically risky file.
- D17 Explicit Debt: Acknowledged-debt signals (TODO/FIXME, suppressions, dead code) are textual — undocumented debt that nobody marked, and debt that lives in design rather than annotations, is invisible. Committed machine-written code (scaffolded migrations, designer/codegen output, generated stubs) is excluded — it is never the team's dead code to delete.
- D19 Documentation Quality: Documentation quality is judged by an LLM over a bounded sample of docs — it reads what is written, not whether the docs match the running system, and it is advisory, not a measurement. Its critique rows are drawn from a closed category vocabulary and each row means the same thing in every run, so two scans can be compared row by row; the SET that fires is still a sample, and does not repeat exactly. Measured on one frozen input, six scans at one engine SHA: 2-5 critique rows per scan, 8 distinct rows across the six, 3 of those 8 seen in only one scan. So a D19 row is evidence about the documentation, but a COUNT of D19 rows is not a quantity — never read a change in it as an improvement or a regression.
- D20 ADR Quality: ADR quality is an LLM read of the decision records present — it cannot know about decisions made and never recorded, and its verdict is sampled and advisory.
- D21 Naming Consistency: Naming quality is an LLM judgement over a bounded sample — it assesses clarity/consistency of the names it sees, not domain-correctness, and is advisory.
- D26 Project Cohesion: Project focus is sized from members/namespaces per project — a project that is broad by deliberate design reads the same as one that has sprawled.
- D28 Secrets (history): Secret-history scanning sweeps the git log for known patterns — a secret that predates the available history, or never matched a signature, is not found (clean means "nothing matched in the history we can see").
- D29 Static Analysis (SAST): SAST findings are pattern-based (semgrep) — it finds classes of bug it has rules for; logic flaws, auth/authorization gaps and issues needing runtime context are out of reach (and clean means "no rule matched").
- D34 Knowledge Freshness: Freshness is decayed commit RECENCY, not comprehension — code read often but rarely committed reads as orphaned, and stable code that genuinely needs no changes is penalised the same as forgotten code; bot/squash commits distort it like the bus factor.
- D35 Change Coupling: Change coupling is co-change in COMMITS — files split across separate commits, or coupled only through a shared config/build step, read as uncoupled, and a sweeping commit (rename/format) is excluded so it doesn't couple everything. It shows that files change together, not WHY: a high coupling can be a healthy cohesive pair as readily as a hidden leak.
- AX10 Code composition: Role is inferred from namespace/folder convention, not semantics — a domain concept living in a folder named "Services" reads as application, and the split is lines-of-code, not business value. The business-logic-share score is a SOFT, FLOORED signal: it contributes to the Architecture lens but is floored at the Critical gate, so an infrastructure-heavy design (a gateway, an ETL, a driver) is legitimately low without being nuked to zero.
- M4 Documentation accuracy: Onboarding quality is an LLM read of the docs/setup present — it cannot run the onboarding or measure how long a real new joiner takes; the verdict is sampled and advisory.
- P6 Release Hygiene: Rollback/observability controls are inferred from repo artefacts (pipelines, dashboards-as-code) — controls configured in external tooling, with no in-repo trace, cannot be credited.
The LLM boundary
Dimensions
D1 · Cyclomatic Complexity
0 method(s) exceeded the cyclomatic complexity threshold of 15.
D2 · Cognitive Complexity
0 method(s) exceeded the cognitive complexity threshold of 15.
D3 · God Classes
0 god class(es) detected.
D4 · Code Duplication
1 duplicated block group(s) detected.
What to do
- Resolve the 1 Duplicated block (12 lines × 2) finding(s) in Code Duplication — start with ChatGPTMessages.kt. — One of this dimension's main actionable groups (1 warning-level).
- Enforce Code Duplication in CI to reach Verified (currently Documented). — Hardens enforcement from Documented toward Verified — provenance only; does not change the score.
D5 · Coupling
11 production modules (Gradle), 0 dependency cycle(s), 0 unstable depended-on module(s). Read from the build's own module declarations; edges a convention plugin adds from buildSrc or build-logic are not visible there; 5 module(s) off the main sequence, with abstractness counted on 10 of the 11 (the rest declare no modelled class or interface, export only macros, or are not Gradle/Maven modules or Cargo crates).
What to do
- Resolve the 5 Off the main sequence finding(s) in Coupling. — One of this dimension's main actionable groups (5 warning-level).
- Enforce Coupling in CI to reach Verified (currently Documented). — Hardens enforcement from Documented toward Prevented — provenance only; does not change the score.
D6 · Cohesion (LCOM4)
0 of 9 classes have LCOM4 above 3.
D8 · Code Coverage
No automated tests — no test code was found in this repository.
What to do
- Resolve the 1 No automated tests finding(s) in Code Coverage. — One of this dimension's main actionable groups (1 issue-level).
- Enforce Code Coverage in CI to reach Verified (currently Documented). — Hardens enforcement from Documented toward Verified — provenance only; does not change the score.
D9 · Test Distribution
No test suite found.
What to do
- Resolve the 1 No tests found finding(s) in Test Distribution. — One of this dimension's main actionable groups (1 recommendation-level).
D13 · REDACTED Scanning
REDACTED scan ran and found no leaked secrets.
D14 · License Compliance
0 of 24 declared JVM dependency artifact(s) use a banned license. Licences were resolved from the POMs Maven Central publishes, over the coordinates this repository's 14 Maven/Gradle manifest(s) declare with a version resolvable from the manifest itself — the same declaration-site closure this analysis reads for dependency currency. The JVM has no lockfile a checkout is guaranteed to carry, so this is deliberately NOT the transitive closure. 3 further coordinate(s) are declared with no version at the declaration site — inherited from a parent POM, a BOM or an unresolved Gradle version reference — and are NOT graded: this verdict covers what the checkout pins, not the full transitive graph. A further 30 coordinate(s) are not published to Maven Central — another repository (Google's Maven hosts androidx), a SNAPSHOT, or a private artifact — so their licences are not readable from here and they are outside this verdict.
D15 · Churn × Complexity Hotspots
No churn × complexity hotspots in the window.
D17 · Explicit Debt
0 deducted task-comment markers across 3352 LoC (0.0/KLoC) → score 10.0. Task comments only: this repository's language is read without a compiler, so D17's suppression, dead-code and commented-out-code arms did not run and this score counts fewer marker kinds than a .NET repository's would.
D19 · Documentation Quality
The root README is clear and complete for a showcase project: it states the purpose (demonstrating OpenAI ChatGPT on Android with Stream Compose SDK), lists the five core objectives, shows live previews, and ends with an overview of tech stack, architecture, contribution, and license. It is well written but does not yet show its own directory's README for the tools or packages it contains.
What to do
- Improve Documentation Quality — currently 8.0/10. — The root README is clear and complete for a showcase project: it states the purpose (demonstrating OpenAI ChatGPT on Android with Stream Compose SDK), lists the five core objectives, shows live previews, and ends with an overview of tech stack, architecture, contribution, and license. It is well written but does not yet show its own directory's README for the tools or packages it contains.
D20 · ADR Quality
No architecture decision records were found.
What to do
- Resolve the 1 No ADRs found finding(s) in ADR Quality. — One of this dimension's main actionable groups (1 recommendation-level).
D21 · Naming Consistency
0 naming inconsistencies across 0 sampled symbols.
D26 · Project Cohesion
0 of 12 build units (Gradle) flagged as possibly oversized/incoherent.
D28 · Secrets (history)
1 finding(s): 0 critical, 1 high, 0 medium, 0 low. Remediation for historically-committed secrets is credential rotation — they remain in history regardless of later deletion.
What to do
- Resolve the 1 REDACTED finding(s) in Secrets (history) — start with REDACTED. — One of this dimension's main actionable groups (1 issue-level).
- Resolve the 1 Rotate the exposed credentials finding(s) in Secrets (history). — One of this dimension's main actionable groups (1 recommendation-level).
D29 · Static Analysis (SAST)
12 finding(s): 0 critical, 10 high, 2 medium, 0 low. 9 unpinned-GitHub-Actions row(s) are reported here but scored by D36 (supply-chain provenance), which measures that posture as `pinned_actions` — one pinning decision is charged once, not once per lens. semgrep hit a parse error in 1 file(s) — `gradlew` (line 72, line 178) — so no absence of findings in the named regions is evidence of anything; rows reported elsewhere in those files are real. Fix the syntax error (or exclude the file deliberately) and re-scan to cover them.
What to do
- Resolve the 1 REDACTED finding(s) in Static Analysis (SAST) — start with REDACTED. — One of this dimension's main actionable groups (1 issue-level).
- Resolve the 2 REDACTED finding(s) in Static Analysis (SAST) — start with REDACTED (2). — One of this dimension's main actionable groups (2 warning-level).
- No action in Static Analysis (SAST) — all 9 REDACTED finding(s) are reported here at file:line but scored by D36 (supply-chain provenance), so none is charged to this dimension. — One of this dimension's main actionable groups (9 issue-level, 0 of them charged here).
D34 · Knowledge Freshness
10 of 10 significant source file(s) are orphaned — their living knowledge has decayed to nothing, so no one currently understands them. The largest is feature-chat/src/main/kotlin/com/skydoves/chatgpt/feature/chat/messages/ChatGPTMessages.kt. Counted over 10 of the 85 production source files in this repository: the rest are under the ~2,400-byte size floor this dimension measures over.
What to do
- Resolve the 1 Orphaned knowledge finding(s) in Knowledge Freshness — start with ChatGPTMessages.kt. — One of this dimension's main actionable groups (1 issue-level).
- Resolve the 1 Further orphaned files (smaller) finding(s) in Knowledge Freshness. — One of this dimension's main actionable groups (1 recommendation-level).
D35 · Change Coupling
No strong hidden change-coupling between production files.
D36 · Supply-chain Provenance & Signing
1/4 supply-chain integrity signals present (provenance, signing, SBOM, pinned actions).
What to do
- Resolve the 1 REDACTED finding(s) in Supply-chain Provenance & Signing. — One of this dimension's main actionable groups (1 warning-level).
- Resolve the 1 REDACTED finding(s) in Supply-chain Provenance & Signing. — One of this dimension's main actionable groups (1 warning-level).
- Resolve the 1 REDACTED finding(s) in Supply-chain Provenance & Signing. — One of this dimension's main actionable groups (1 recommendation-level).
Frontend & cross-cutting dimensions
AX10 · Code composition
What to do
- The domain core is a small share of production code, but most of the rest matched no layer vocabulary at all — so this is not yet an anemic-domain finding. The namespace/path convention could not place that code, which makes the composition above a statement about the naming, not about the design. Name the layers (or check that the repository's conventions differ from the ones this check knows) before reading a thin domain into it.
AX3 · Project dependency cycles
AX4 · Dependency direction
M1 · Documentation (README)
What to do
- Add a 'Testing' section to the root README — how to run the test suite.
- Add a README to the 12 of 12 project(s) that lack one — worth up to 2 pts.
M2 · Architecture documentation
- No Architecture Decision Records found — no conventional ADR directory, no numbered `NNNN-title` documents in any markup this check reads, and nothing ADR-shaped by content. Design rationale recorded elsewhere (a design-notes tree, a mailing list, pull-request discussion) is not visible to this check and is not re-findable per decision, so a future maintainer cannot ask why one choice was made and get an answer.
What to do
- Record significant decisions one document per decision — dated, stating the context, the decision and its consequences — and keep them together wherever your design docs already live (a conventional `docs/adr/` tree, with each file named `NNNN-title` in whatever markup those docs already use, is the most discoverable form).
M3 · Folder & project structure
What to do
- Start a test surface where your build system looks for one (tests/, test/, spec/, or your ecosystem's test source set) — the separation follows from putting the first tests in the right place.
M4 · Documentation accuracy
- README claims Stream Chat SDK for Compose but the evidence shows no such dependency — searched for: `Stream Chat SDK for Compose`. Each was matched case- and separator-insensitively against file and directory NAMES anywhere in the tree, and against the CONTENTS of manifest files (package.json, *.csproj, *.props, *.slnx, *.yml, Dockerfile); the README's own prose never counts, so a claim is never refuted by merely being made. Nothing outside that search was read — a footprint living only in a submodule, in a file type not listed here, or under a name none of those terms matches is not seen, and this row is then wrong.
What to do
- Reconcile the README with reality: README claims Stream Chat SDK for Compose but the evidence shows no such dependency.
P1 · CI/CD gates
P3 · Security & performance tooling
- No static application security testing detected. For this repository's stack, add spotbugs with find-sec-bugs (or `semgrep --config=auto`, which runs on any language) as a CI step. What was searched, so you can tell an absence from a miss: the 3524 CI workflow file(s) in this repository, and the scanner and linter configuration checked in beside them. A scan that runs outside CI, one configured in your forge's web UI rather than in a committed file, or a tool whose name is none of those this check carries, is not seen — if that is your case the row is wrong, and saying so is more useful than adding a second scanner.
What to do
- Add a SAST step to CI running what this repository's stack ships: spotbugs with find-sec-bugs — or `semgrep --config=auto`, which runs on any language — so a security regression fails the build instead of landing.
- Dependabot is configured but does not watch `github-actions` — add that `package-ecosystem` entry to REDACTED so those dependencies get the same automatic update and advisory pressure as the ones it already covers.
- Add gitleaks/trufflehog in CI to block PRs that introduce committed secrets.
P6 · Release Hygiene
- No CHANGELOG/HISTORY/RELEASES file — what shipped when isn't easy to reconstruct for support or audit. (Versioning/tagging makes releases traceable, but a changelog records the what.)
What to do
- Keep a changelog (e.g. Keep-a-Changelog) recording what shipped in each release.
PF3 · Async & latency hygiene
Reference — by lens
| Lens | Score | Rating | Impact |
|---|---|---|---|
| Code Health | 100% | Exemplary | Solid. |
| Architecture | 93% | Exemplary | Solid. |
| Maturity | 52% | Adequate — gated by D34, M2 | Capped at Fair by a Critical contributor — resolve it before relying on this lens. |
| Readiness | 41% | Weak — gated by D8, D9, P3 | Capped at Fair by a Critical contributor — resolve it before relying on this lens. |
| Security | 64% | Adequate — gated by D36 | Capped at Fair by a Critical contributor — resolve it before relying on this lens. |
| Performance | 100% | Exemplary | Strongest area. |
Unscored — 1 check(s) recorded observations but carry no score
- P12 CI test-gate honesty — 1 observation(s) recorded · Reported, not scored — this card publishes what the CI gate does with the test inventory rather than grading it. The findings above are its output.
Not evidenced — 5 control(s) we could not find positive evidence for
- C3 Audit Trail — Not assessed: these audit controls are read from a source model (declarative annotations, request middleware, entity/column names, guard methods) that was not loaded for this repository — because the repository is written in a language this check does not yet model, or because its projects failed to load. Absence of an idiom this check recognises is NOT evidence that this repository lacks audit controls: it may implement them entirely in its own ecosystem. This is a gap in the analyzer's language coverage, not a finding about this repository.
- C4 Data Retention — Not assessed: these retention controls are read from a source model (declarative annotations, request middleware, entity/column names, guard methods) that was not loaded for this repository — because the repository is written in a language this check does not yet model, or because its projects failed to load. Absence of an idiom this check recognises is NOT evidence that this repository lacks retention controls: it may implement them entirely in its own ecosystem. This is a gap in the analyzer's language coverage, not a finding about this repository.
- C5 Data-Subject Rights — Not assessed: these data-subject rights controls are read from a source model (declarative annotations, request middleware, entity/column names, guard methods) that was not loaded for this repository — because the repository is written in a language this check does not yet model, or because its projects failed to load. Absence of an idiom this check recognises is NOT evidence that this repository lacks data-subject rights controls: it may implement them entirely in its own ecosystem. This is a gap in the analyzer's language coverage, not a finding about this repository.
- P4 Deployment & Rollback — not evidenced — no deploy/rollback/approval signal in the repo; absence of evidence is not evidence of a manual release
- P5 DR & Backup — not evidenced — repo shows no backup/RTO/RPO controls; absence of evidence is not evidence of a working control
Not included — 81 check(s) not relevant to this codebase
- AC1 Text alternatives — No web markup found — accessibility is not applicable to this repository.
- AC2 Forms & labels — No web markup found — accessibility is not applicable to this repository.
- AC3 Page structure — No web markup found — accessibility is not applicable to this repository.
- AC4 Keyboard semantics — No web markup found — accessibility is not applicable to this repository.
- AC5 ARIA correctness — No web markup found — accessibility is not applicable to this repository.
- AC6 Visual & motion safety — No web markup found — accessibility is not applicable to this repository.
- AC7 A11y enforcement — No web markup found — accessibility is not applicable to this repository.
- AX1 Captive dependencies — not analysed — these correctness checks read a source model that was not loaded for this repository, because the repository is written in a language this check does not yet model, or because its projects failed to load. This is a gap in the analyzer, not a finding about this repository
- AX2 Stateful singletons — not analysed — these correctness checks read a source model that was not loaded for this repository, because the repository is written in a language this check does not yet model, or because its projects failed to load. This is a gap in the analyzer, not a finding about this repository
- AX5 Architecture & structure — not assessed — architecture style/structure is computed from a project graph (projects, types, module namespaces) that was not loaded for this repository, because the repository is written in a language this check does not yet model, or because its projects failed to load. This is a gap in the analyzer, not a finding about this repository
- AX6 Interface segregation — not assessed — interface segregation is computed over a type surface that was not loaded for this repository, because the repository is written in a language this check does not yet model, or because its projects failed to load. This is a gap in the analyzer, not a finding about this repository
- AX7 Slice cohesion — not applicable — not a vertical-slice architecture
- AX8 Test isolation — no test/production split to check
- AX9 CQS / query purity — no CQRS query handlers detected — query purity is not applicable to this codebase
- AXB1 Runtime evidence locked — no reproducible boot — Advisory — this card reports evidence and never carries a score, so there is nothing missing here.
- C1 Data Protection — Not assessed: these personal data controls are read from a source model (declarative annotations, request middleware, entity/column names, guard methods) that was not loaded for this repository — because the repository is written in a language this check does not yet model, or because its projects failed to load. Absence of an idiom this check recognises is NOT evidence that this repository lacks personal data controls: it may implement them entirely in its own ecosystem. This is a gap in the analyzer's language coverage, not a finding about this repository.
- C2 Access Controls — Not assessed: these authorization controls are read from a source model (declarative annotations, request middleware, entity/column names, guard methods) that was not loaded for this repository — because the repository is written in a language this check does not yet model, or because its projects failed to load. Absence of an idiom this check recognises is NOT evidence that this repository lacks authorization controls: it may implement them entirely in its own ecosystem. This is a gap in the analyzer's language coverage, not a finding about this repository.
- D10 Test Quality — No tests were found in the analyzed repository to assess for quality.
- D11 Test Reliability — No test suite was found to re-run, so reliability couldn't be assessed. Two searches produced that zero and both came back empty: the classifier that reads the loaded workspace recognised no suite it could run, and a walk of the source on disk — which covers the JS/TS `*.test.*` and `*.spec.*` conventions and probes for a Pester suite — found no test source in any other ecosystem either. Neither search reaches a suite that is missing from the loaded workspace and carries no name either walk recognises, so this is 'no suite found by those two searches', not a verdict that the repository has none.
- D12 Dependency Hygiene — Dependency Hygiene incomplete (time budget)
- D16 Bus Factor — single-maintainer repository — bus factor is not applicable
- D18 Solution Shape — D18 scores the shape of a .NET solution; this repository has no .NET solution or project files, so the dimension does not apply.
- D22 Internal API Consistency — The exposed public-API surface could not be collected — no C#/VB projects loaded.
- D23 Boundary Type-Coupling — No bounded-context organisation was detected either — neither a context-shaped layout nor 2+ sibling source directories each declaring an aggregate root. Declaring this codebase's bounded contexts (≥2) would let cross-boundary type coupling be assessed. Declare them in `.codehealth/config.yaml` at the repository root (create it if absent), mapping each context name to the module-path or namespace prefixes that belong to it — e.g. `architecture:` → `contexts:` → `Billing: ["src/billing", "Acme.Billing"]`, `Catalog: ["src/catalog", "Acme.Catalog"]`.
- D24 Comment Value — No inline comments to assess — comment value is not applicable here.
- D25 ADR Conformance — no ADRs to check
- D27 Navigability — symbol resolution incomplete — navigability not assessed
- D30 Dependency Vulnerabilities — Not scored — no dependency manifest in a supported ecosystem was read for this repository. A gap in the analyzer's language coverage, NOT a finding that the repository is free of vulnerable dependencies (a Gradle build (build.gradle/build.gradle.kts) and a Gradle version catalogue — not scanned yet).
- D31 IaC & Container Security — No Infrastructure-as-Code or container manifests found (Dockerfile, Docker Compose, Terraform, Kubernetes/Helm, CloudFormation, ARM, Bicep, Ansible); nothing to scan.
- D32 Data Compliance (PII/GDPR) — No personal data was found crossing a boundary the PII/GDPR ruleset checks — nothing written to a log or console sink, placed in a URL or query string, or persisted to browser storage. That is a clean result for the LEAK surface only: this ruleset detects personal data escaping, it does not inventory the personal data a repository holds, so it is not evidence that this repository has no personal-data surface. The personal-data map (Appendix C) and the C1-C5 compliance cards are what speak to that.
- D37 Vulnerability-disclosure Policy — No vulnerability-disclosure policy file found (SECURITY.md/.markdown/.rst/.txt at root or under .github/.forgejo/.gitea/docs, .well-known/security.txt). A coordinated-disclosure policy may live off-repo, so this is not evidenced rather than failed.
- D39 IL Efficiency — D39 measures the IL emitted by a .NET build; this repository has no .NET solution or project files, so the dimension does not apply.
- D40 Network Egress Confinement — No Kubernetes/orchestration workloads found in the repository manifests; network egress policy is a cluster-native control that may live at the platform/firewall layer, so there is nothing to assess here.
- D41 Kernel & Syscall Confinement — No Kubernetes/orchestration workloads found in the repository manifests; seccomp/AppArmor/SELinux confinement is a workload-level control, so there is nothing to assess here.
- D42 Runtime Threat Enforcement — No Kubernetes/orchestration workloads found in the repository manifests; runtime threat-detection and admission-control policy are cluster-level controls, so there is nothing to assess here.
- D43 Malicious Dependencies — Not scored — no dependency manifest in a supported ecosystem was read for this repository. A gap in the analyzer's language coverage, NOT a finding that the repository is free of vulnerable dependencies (a Gradle build (build.gradle/build.gradle.kts) and a Gradle version catalogue — not scanned yet).
- D44 Platform End-of-Life — Platform end-of-life not assessed — this repository declares no platform this pass reads
- D7 Architectural Integrity — no checkable ADRs, and no project-reference graph for the cycle pass to read — so this dimension makes no claim about dependency cycles in either direction (where this repository's language has an import-cycle lens, cycles are reported there). Architectural integrity not assessed
- DM1 Domain Modelling — not scored — this repository shows only 1 of the 3 signals this lens looks for (17 value object(s))
- ED1 Event-Driven — not scored — this repository shows none of the 3 signals this lens looks for
- ED5 Idempotency — This check finds retry-prone mutations (command handlers and message/event consumers) by walking the repository's declared types, and none was loaded here, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- ES1 Event Sourcing — not scored — this repository shows none of the 3 signals this lens looks for
- GD1 Unfinished & placeholder code — no source files were read — this check reads C# syntax, and none was loaded for this repository. That is a limit of the analyzer, not a finding about your code.
- IC1 Incompleteness & stubs — not analysed — these correctness checks read a source model that was not loaded for this repository, because the repository is written in a language this check does not yet model, or because its projects failed to load. This is a gap in the analyzer, not a finding about this repository
- P10 Library API & versioning — not analysed — these correctness checks read a source model that was not loaded for this repository, because the repository is written in a language this check does not yet model, or because its projects failed to load. This is a gap in the analyzer, not a finding about this repository
- P2 Observability — This repository's JVM source (13 module(s), 69 file(s) read) declares no entry point and bootstraps no server, and nothing here deploys a service — it is a library, run inside whatever hosts it, so production observability (structured logging, tracing/metrics, health checks) is N/A. If it grows a binary or a service, the dimension reactivates.
- P7 Outbound HTTP resilience — not applicable — no HTTP server, API framework or worker entry point was found in the JVM source, so there is no service whose uptime a failing dependency could take down
- P8 Schema migrations — no ORM, schema-migration tool or schema auto-create was found in this repository's dependency manifests or source, so there is no database schema for this check to judge
- P9 Domain vs controller coverage — no coverage report found on disk — produce a coverage report in a standard format (JaCoCo XML — the Gradle `jacocoTestReport` task) and commit it — a hosted scan measures a clone of the repository, so a report that exists only in a working tree, a CI runner's or your own, never reaches it; the artefact is commonly gitignored, so `git add -f` that one file (or un-ignore its path) and commit it alongside the code it measures, or wire coverage collection into CI, to enable this cross-layer check
- PF1 Benchmark discipline — not analysed — these correctness checks read a source model that was not loaded for this repository, because the repository is written in a language this check does not yet model, or because its projects failed to load. This is a gap in the analyzer, not a finding about this repository
- PF2 Allocation hygiene — not analysed — these correctness checks read a source model that was not loaded for this repository, because the repository is written in a language this check does not yet model, or because its projects failed to load. This is a gap in the analyzer, not a finding about this repository
- S1 Web-Security Posture — Not assessed: these web-security controls are read from a source model (declarative annotations, request middleware, entity/column names, guard methods) that was not loaded for this repository — because the repository is written in a language this check does not yet model, or because its projects failed to load. Absence of an idiom this check recognises is NOT evidence that this repository lacks web-security controls: it may implement them entirely in its own ecosystem. This is a gap in the analyzer's language coverage, not a finding about this repository.
- X1 Async correctness — not analysed — these correctness checks read a source model that was not loaded for this repository, because the repository is written in a language this check does not yet model, or because its projects failed to load. This is a gap in the analyzer, not a finding about this repository
- X10 Duplicated predicate — not analysed — these correctness checks read a source model that was not loaded for this repository, because the repository is written in a language this check does not yet model, or because its projects failed to load. This is a gap in the analyzer, not a finding about this repository
- X12 Unreachable branch — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X13 Undrained process stream — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X14 Bypassable address classification — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X15 Unvalidated length from an untrusted reader — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X16 Unfloored truncation loop — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X17 Uncapped recursion over a caller-supplied document — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X18 Disposal-pattern correctness — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X19 Unrestored process-global state — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X2 Cancellation propagation — not analysed — these correctness checks read a source model that was not loaded for this repository, because the repository is written in a language this check does not yet model, or because its projects failed to load. This is a gap in the analyzer, not a finding about this repository
- X20 Mistyped argument guard — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X21 Side-effecting pattern guard — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X22 Contradicted release guard — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X23 Unguarded diagnostic materialisation — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X24 Document value interpolated into markup unescaped — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X25 Inert configuration knob — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X26 Unsynchronised callback handoff — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X27 Collection changed while being enumerated — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X28 Index access outside its own emptiness guard — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X29 Per-element action decided by a fixed element — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X3 Exception handling — not analysed — these correctness checks read a source model that was not loaded for this repository, because the repository is written in a language this check does not yet model, or because its projects failed to load. This is a gap in the analyzer, not a finding about this repository
- X30 Support guard that admits what it rejects — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X32 Type resolved by simple name across every loaded assembly — This check reads C# syntax; no C# was loaded for this repository, so it has nothing to report. That is a limit of the analyzer, not a finding about your code.
- X4 Structured logging — not analysed — these correctness checks read a source model that was not loaded for this repository, because the repository is written in a language this check does not yet model, or because its projects failed to load. This is a gap in the analyzer, not a finding about this repository
- X5 Nullable reference types — not analysed — these correctness checks read a source model that was not loaded for this repository, because the repository is written in a language this check does not yet model, or because its projects failed to load. This is a gap in the analyzer, not a finding about this repository
- X6 Hand-rolled structured-format parsing — not analysed — these correctness checks read a source model that was not loaded for this repository, because the repository is written in a language this check does not yet model, or because its projects failed to load. This is a gap in the analyzer, not a finding about this repository
- X7 Silent fallback defaults — not analysed — these correctness checks read a source model that was not loaded for this repository, because the repository is written in a language this check does not yet model, or because its projects failed to load. This is a gap in the analyzer, not a finding about this repository
- X9 Subsumed condition operand — Advisory — this card reports evidence and never carries a score, so there is nothing missing here.
Appendix A — Findings (grouped)
Critical — 13 finding(s)
- REDACTED
- REDACTED
- REDACTED
- REDACTED
- REDACTED
- REDACTED
- REDACTED
- REDACTED
- REDACTED
- REDACTED
- REDACTED
- Orphaned knowledge feature-chat/src/main/kotlin/com/skydoves/chatgpt/feature/chat/messages/ChatGPTMessages.kt
- No automated tests
Serious — 11 finding(s)
- Off the main sequence: chatgpt-android:core-designsystem
- Off the main sequence: chatgpt-android:core-model
- Off the main sequence: chatgpt-android:core-preferences
- Off the main sequence: chatgpt-android:feature-login
- Off the main sequence: chatgpt-android:feature-chat
- REDACTED
- REDACTED
- REDACTED
- REDACTED
- Duplicated block (12 lines × 2) feature-chat/src/main/kotlin/com/skydoves/chatgpt/feature/chat/messages/ChatGPTMessages.kt:450
- Test suite runs only after the merge
Minor — 10 finding(s)
- No ADRs found
- REDACTED
- Further orphaned files (smaller)
- REDACTED
- REDACTED
- No tests found
- No ADRs
- README/code drift
- No SAST
- No changelog
Appendix B — Reproduction & audit trail
| Dimension | Tool | Version | Command | Findings | Raw output |
|---|---|---|---|---|---|
| D28 · Secrets (history) | gitleaks | — | gitleaks detect --no-banner --config /opt/gitleaks-rules/watchdog-gitleaks.toml --report-format json --report-path /tmp/watchdog-gitleaks-db158708f6c740ce8d0e35c796cba82a/history.json --exit-code 0 --source . | 1 | artifacts/raw/gitleaks-history.json |
| D28 · Secrets (history) | gitleaks | — | gitleaks detect --no-git --no-banner --config /opt/gitleaks-rules/watchdog-gitleaks.toml --report-format json --report-path /tmp/watchdog-gitleaks-db158708f6c740ce8d0e35c796cba82a/tree.json --exit-code 0 --source . | 0 | artifacts/raw/gitleaks-tree.json |
| D29 · Static Analysis (SAST) | semgrep | — | semgrep --config /opt/semgrep-rules/security-audit.yml --config /opt/semgrep-rules/owasp-top-ten.yml --config /opt/semgrep-rules/watchdog-sast.yml --json --quiet --timeout 10 --timeout-threshold 3 --metrics off . | 12 | artifacts/raw/semgrep.json |
| D30 · Dependency Vulnerabilities | none (dependency manifest found, not scanned for vulnerabilities here) | — | none (dependency manifest found, not scanned for vulnerabilities here): not applicable — Not scored — no dependency manifest in a supported ecosystem was read for this repository. A gap in the analyzer's language coverage, NOT a finding that the repository is free of vulnerable dependencies (a Gradle build (build.gradle/build.gradle.kts) and a Gradle version catalogue — not scanned yet). | 0 | — |
| D31 · IaC & Container Security | trivy | — | trivy: not applicable — No Infrastructure-as-Code or container manifests found (Dockerfile, Docker Compose, Terraform, Kubernetes/Helm, CloudFormation, ARM, Bicep, Ansible); nothing to scan. | 0 | — |
| D32 · Data Compliance (PII/GDPR) | semgrep | — | semgrep: not applicable — No personal data was found crossing a boundary the PII/GDPR ruleset checks — nothing written to a log or console sink, placed in a URL or query string, or persisted to browser storage. That is a clean result for the LEAK surface only: this ruleset detects personal data escaping, it does not inventory the personal data a repository holds, so it is not evidence that this repository has no personal-data surface. The personal-data map (Appendix C) and the C1-C5 compliance cards are what speak to that. | 0 | — |
| D37 · Vulnerability-disclosure Policy | disclosure | — | disclosure: not applicable — No vulnerability-disclosure policy file found (SECURITY.md/.markdown/.rst/.txt at root or under .github/.forgejo/.gitea/docs, .well-known/security.txt). A coordinated-disclosure policy may live off-repo, so this is not evidenced rather than failed. | 0 | — |
| D40 · Network Egress Confinement | runtime-hardening | — | runtime-hardening: not applicable — No Kubernetes/orchestration workloads found in the repository manifests; network egress policy is a cluster-native control that may live at the platform/firewall layer, so there is nothing to assess here. | 0 | — |
| D41 · Kernel & Syscall Confinement | runtime-hardening | — | runtime-hardening: not applicable — No Kubernetes/orchestration workloads found in the repository manifests; seccomp/AppArmor/SELinux confinement is a workload-level control, so there is nothing to assess here. | 0 | — |
| D42 · Runtime Threat Enforcement | runtime-hardening | — | runtime-hardening: not applicable — No Kubernetes/orchestration workloads found in the repository manifests; runtime threat-detection and admission-control policy are cluster-level controls, so there is nothing to assess here. | 0 | — |
| D43 · Malicious Dependencies | none (dependency manifest found, not scanned for vulnerabilities here) | — | none (dependency manifest found, not scanned for vulnerabilities here): not applicable — Not scored — no dependency manifest in a supported ecosystem was read for this repository. A gap in the analyzer's language coverage, NOT a finding that the repository is free of vulnerable dependencies (a Gradle build (build.gradle/build.gradle.kts) and a Gradle version catalogue — not scanned yet). | 0 | — |